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Automation & agents, Shipped, Ultranative

Corporate-card reconciliation engine

A review queue that matches card lines to receipts, calendar, and notes pulled through an audited read-only gateway, with evidence tiers and trip clustering. Evaluated at 90–98% precision against the finance lead's real books — which it corrected.

  • Domain rules encoded from the person who does the work: a human receipt note outranks the GL code; trips are grouped, never proposed
  • Precision measured before anyone was asked to trust it